Understanding CSR Champions: A Machine Learning Approach
Alona Bilokha, Mingying Cheng, Mengchuan Fu, Iftekhar Hasan
Annals of Operations Research,
forthcoming
Abstract
In this paper, we study champions of corporate social responsibility (CSR) performance among the U.S. publicly traded firms and their common characteristics by utilizing machine learning algorithms to identify predictors of firms’ CSR activity. We contribute to the CSR and leadership determinants literature by introducing the first comprehensive framework for analyzing the factors associated with corporate engagement with socially responsible behaviors by grouping all relevant predictors into four broad categories: corporate governance, managerial incentives, leadership, and firm characteristics. We find that strong corporate governance characteristics, as manifested in board member heterogeneity and managerial incentives, are the top predictors of CSR performance. Our results suggest policy implications for providing incentives and fostering characteristics conducive to firms “doing good.”
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10.04.2025 • 13/2025
Joint Economic Forecast 1/2025: Geopolitical turn intensifies crisis – structural reforms even more urgent
The German economy will continue to tread water in 2025. In their spring report, the leading economic research institutes forecast an increase in gross domestic product of just 0.1% for the current year. For 2026, the institutes expect gross domestic product to increase by 1.3%. In the short term, the new US trade policy and economic policy uncertainty are weighing on the German economy. The additional scope for public debt should gradually have an expansionary effect, but threatens to crowd out private consumption and private investment.
Oliver Holtemöller
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13.03.2025 • 10/2025
A turning point for the German economy?
The international political environment has fundamentally changed with looming trade wars and a deteriorating security situation in Europe. The leading parties in Germany are setting the stage for debt-financed additional defence tasks with far-reaching changes to the debt brake. This entails major risks for the German economy, but also opportunities. Meanwhile, the economy continues to be in a downturn. According to the spring forecast of the Halle Institute for Economic Research (IWH), gross domestic product (GDP) in 2025 is likely to be roughly the same as in the previous year, and it will not increase significantly until 2026, partly because uncertainty about German economic policy is likely to decrease after the new government is established, meaning that the savings rate of private households will fall again somewhat and the debt-financed additional government spending will gradually have an impact on demand. The IWH economists are forecasting an increase in GDP of 0.1% for 2025. In December, they were still forecasting growth of 0.4% for 2025. The outlook is similar for East Germany, where production is likely to have increased slightly in 2024, unlike in Germany as a whole.
Oliver Holtemöller
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Reassessing EU Comparative Advantage: The Role of Technology
Filippo di Mauro, Marco Matani, Gianmarco Ottaviano
IWH-CompNet Discussion Papers,
No. 2,
2024
Abstract
Based on the sufficient statistics approach developed by Huang and Ottaviano (2024), we show how the state of technology of European industries relative to the rest of the world can be empirically assessed in a way that is simple in terms of computation, parsimonious in terms of data requirements, but still comprehensive in terms of information. The lack of systematic cross-industry correlation between export specialization and technological advantage suggests that standard measures of revealed comparative advantage only imperfectly capture a country’s technological prowess due to the concurrent influences of factor prices, market size, markups, firm selection and market share reallocation.
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Reassessing EU Comparative Advantage: The Role of Technology
Filippo di Mauro, Marco Matani, Gianmarco Ottaviano
IWH Discussion Papers,
No. 26,
2024
Abstract
Based on the sufficient statistics approach developed by Huang and Ottaviano (2024), we show how the state of technology of European industries relative to the rest of the world can be empirically assessed in a way that is simple in terms of computation, parsimonious in terms of data requirements, but still comprehensive in terms of information. The lack of systematic cross-industry correlation between export specialization and technological advantage suggests that standard measures of revealed comparative advantage only imperfectly capture a country’s technological prowess due to the concurrent influences of factor prices, market size, markups, firm selection and market share reallocation.
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Gemeinschaftsdiagnose Herbst 2024: Deutsche Wirtschaft im Umbruch
Geraldine Dany-Knedlik, Oliver Holtemöller, Stefan Kooths, Torsten Schmidt, Timo Wollmershäuser
Wirtschaftsdienst,
No. 10,
2024
Abstract
The German economy has stagnated for over two years, with a slow recovery anticipated in the coming quarters. However, growth is unlikely to reach pre-COVID-19 levels anytime soon. Decarbonisation, digitisation, demographic changes, and heightened competition from China are dampening growth prospects. GDP is projected to decline by 0.1 % in 2024, with increases of 0.8 % and 1.3 % in the subsequent years. Rising private consumption and improving foreign trade are expected to contribute positively to the economic upturn in Germany. Economic policy should prioritise reducing productivity barriers, facilitating structural changes, and lowering political uncertainty to support recovery.
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Industry Mix, Local Labor Markets, and the Incidence of Trade Shocks
Steffen Müller, Jens Stegmaier, Moises Yi
Journal of Labor Economics,
No. 3,
2024
Abstract
We analyze how skill transferability and the local industry mix affect the adjustment costs of workers hit by a trade shock. Using German administrative data and novel measures of economic distance we construct an index of labor market absorptiveness that captures the degree to which workers from a particular industry are able to reallocate into other jobs. Among manufacturing workers, we find that the earnings loss associated with increased import exposure is much higher for those who live in the least absorptive regions. We conclude that the local industry composition plays an important role in the adjustment processes of workers.
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Media Response
Media Response April 2025 IWH: Das Elend in Zahlen in: Süddeutsche Zeitung, 11.04.2025 IWH: Die deutsche Flaute hält an in: Frankfurter Rundschau, 11.04.2025 Reint Gropp: Der…
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Economic Outlook
Joint Economic Forecast Spring 2025 Geopolitical turn intensifies crisis – structural reforms even more urgent April 10, 2025 The German economy will continue to tread water in…
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Lecturers
Lecturers at CGDE Institutions Jordan Adamson Assistant Professor at Institute for Empirical Economic Research, Leipzig University. Website Course: Econometrics (winter term…
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